The strongest weighted drivers for Donny Hathaway are Public attention (15.0 raw gap at 20% weight) and Current (10.0 raw gap at 15% weight). 2 zero-weight context lenses are outside this verdict.

All-time list

MGI model 3.3.0July 2026 · MGI v3.3 archive6 factors counted2 context lenses

Commercial, Live are outside this verdict. Unavailable values stay N/A and are never treated as zero.

The current leader at a Public attention weight of 20.0% is Donny Hathaway. Changing Public attention from 20.0% to 18.6% flips the lead to Roberta Flack; all other unlocked weights are rebalanced proportionally to keep the total at 100%.

Verdict logicWhy this verdict: Donny HathawayAll-time list: Public attention, Influence, Current · 0.3 pts from Roberta Flack

All-time listNot counted here: Commercial + LiveUnavailable: Commercial + Live

Donny Hathaway lands here because Public attention, Influence and Current do most of the work in this view. Commercial and Live are unavailable until reviewed evidence exists and cannot change this verdict.

Donny Hathaway sits 0.3 points from Roberta Flack in this scorecard; the next move would most likely come through Catalog and Longevity. Commercial and Live remain unavailable until reviewed evidence exists; this verdict is not recalculated with hidden replacement values.

What helps

Public attention22.6% of this score

Public attention score96.0

Provisional evidenceDerived evidence · 1/5 fieldsModel confidence highWeight 20

Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.

Influence20.7% of this score

Influence score88.0

Provisional evidenceEditorial judgment · 1/5 fieldsModel confidence highWeight 20

Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.

Current15.5% of this score

Current score88.0

Provisional evidenceDerived evidence · 3/6 fieldsModel confidence highWeight 15

Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.

What could move it

Catalog and Longevity are the softest scoring factors; movement there matters most near Roberta Flack.

More checking on Public attention, Influence and Peak would improve confidence before it changes the public score.

Commercial and Live remain unavailable until reviewed observation records pass; no alternate rank is published.

What decided it

The strongest weighted gaps

Public attention+3.0 pts

15.0 raw gap × 20% weight · edge to Donny Hathaway

Current+1.5 pts

10.0 raw gap × 15% weight · edge to Donny Hathaway

Peak+1.4 pts

9.0 raw gap × 15% weight · edge to Roberta Flack

Active score parts

What decides this verdict

2-4

Public attentionLong-horizon editorial cultural-footprint judgment. The frozen v3.3 compatibility score historically used a retired short-window Wikimedia Pageviews proxy; it remains provisional until replaced in a reviewed edition.

Donny Hathaway96.0

Roberta Flack81.0

CurrentShort-window current-interest context derived from a dated Wikimedia Pageviews observation; it is not listening, sales or artistic quality.

Donny Hathaway88.0

Roberta Flack78.0

PeakHow dominant the strongest era felt relative to peers.

Donny Hathaway80.0

Roberta Flack89.0

CatalogDepth, spread and durability of the catalog.

Donny Hathaway76.0

Roberta Flack84.0

LongevityActive years, persistence and legacy after the first peak.

Donny Hathaway78.0

Roberta Flack84.0

InfluenceCurated cultural and peer influence tier.

Donny Hathaway88.0

Roberta Flack92.0

Context only · zero weight

Useful context, outside this verdict

These gaps are visible for the debate, but they do not count until you raise their sliders or choose another view.

CommercialCommercial tier, sales evidence, certifications and scale.Not comparable

Donny HathawayN/A

Roberta FlackN/A

LiveLive/touring reputation and durable concert draw.Not comparable

Donny HathawayN/A

Roberta FlackN/A

Change the rules

All-Time

Active edge

Donny Hathaway

Margin

0.3 pts

Commercial and live controls stay disabled until both artists have reviewed, observation-based evidence. Missing evidence never becomes a zero score.

Fine tune

Score parts

Total100%

Move one score part and the unlocked remainder will rebalance to 100%.

01CommercialCommercial tier, sales evidence, certifications and scale.Unavailable · Unavailable until every selected artist has a reviewed, observation-based estimate record.

02Public attentionLong-horizon editorial cultural-footprint judgment. The frozen v3.3 compatibility score historically used a retired short-window Wikimedia Pageviews proxy; it remains provisional until replaced in a reviewed edition.

03InfluenceCurated cultural and peer influence tier.

04LiveLive/touring reputation and durable concert draw.Unavailable · Unavailable until every selected artist has a reviewed, observation-based estimate record.

05LongevityActive years, persistence and legacy after the first peak.

06CatalogDepth, spread and durability of the catalog.

07CurrentShort-window current-interest context derived from a dated Wikimedia Pageviews observation; it is not listening, sales or artistic quality.

08PeakHow dominant the strongest era felt relative to peers.

Preparing the scorecard

Donny Hathaway vs Roberta Flack

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FAQ

Donny Hathaway vs Roberta Flack questions

Who has the Main Ranking edge in Donny Hathaway vs Roberta Flack?

The Music GOAT Index Main Ranking gives Donny Hathaway the edge, but the sliders let you test other assumptions.

Can the result change?

Yes. Compare pages include scoring sliders and crossover insights so a different weighting can change the verdict.

Is the comparison an official ranking?

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